{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os,sys\n",
    "sys.path.insert(0,\"..\")\n",
    "from glob import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import torch\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchxrayvision as xrv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 27277, 1.0: 1591},\n",
      " 'Cardiomegaly': {0.0: 28147, 1.0: 721},\n",
      " 'Consolidation': {0.0: 28489, 1.0: 379},\n",
      " 'Edema': {0.0: 28828, 1.0: 40},\n",
      " 'Effusion': {0.0: 27568, 1.0: 1300},\n",
      " 'Emphysema': {0.0: 28603, 1.0: 265},\n",
      " 'Fibrosis': {0.0: 28302, 1.0: 566},\n",
      " 'Hernia': {0.0: 28787, 1.0: 81},\n",
      " 'Infiltration': {0.0: 25454, 1.0: 3414},\n",
      " 'Mass': {0.0: 27661, 1.0: 1207},\n",
      " 'Nodule': {0.0: 27267, 1.0: 1601},\n",
      " 'Pleural_Thickening': {0.0: 28123, 1.0: 745},\n",
      " 'Pneumonia': {0.0: 28707, 1.0: 161},\n",
      " 'Pneumothorax': {0.0: 28604, 1.0: 264}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Dataset num_samples=28868 views=['PA']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.NIH_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\", views=[\"PA\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 8016, 1.0: 1044},\n",
      " 'Cardiomegaly': {0.0: 8861, 1.0: 199},\n",
      " 'Consolidation': {0.0: 8799, 1.0: 261},\n",
      " 'Edema': {0.0: 8825, 1.0: 235},\n",
      " 'Effusion': {0.0: 8389, 1.0: 671},\n",
      " 'Emphysema': {0.0: 8864, 1.0: 196},\n",
      " 'Fibrosis': {0.0: 9000, 1.0: 60},\n",
      " 'Hernia': {0.0: 9046, 1.0: 14},\n",
      " 'Infiltration': {0.0: 7909, 1.0: 1151},\n",
      " 'Mass': {0.0: 8572, 1.0: 488},\n",
      " 'Nodule': {0.0: 8611, 1.0: 449},\n",
      " 'Pleural_Thickening': {0.0: 8904, 1.0: 156},\n",
      " 'Pneumonia': {0.0: 8972, 1.0: 88},\n",
      " 'Pneumothorax': {0.0: 8805, 1.0: 255}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Dataset num_samples=9060 views=['AP']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.NIH_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\", views=[\"AP\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 59674, 1.0: 2441},\n",
      " 'Cardiomegaly': {0.0: 56725, 1.0: 5390},\n",
      " 'Consolidation': {0.0: 61621, 1.0: 494},\n",
      " 'Edema': {0.0: 62007, 1.0: 108},\n",
      " 'Effusion': {0.0: 60478, 1.0: 1637},\n",
      " 'Emphysema': {0.0: 61569, 1.0: 546},\n",
      " 'Fibrosis': {0.0: 61774, 1.0: 341},\n",
      " 'Fracture': {0.0: 60450, 1.0: 1665},\n",
      " 'Hernia': {0.0: 61127, 1.0: 988},\n",
      " 'Infiltration': {0.0: 57677, 1.0: 4438},\n",
      " 'Mass': {0.0: 61608, 1.0: 507},\n",
      " 'Nodule': {0.0: 59921, 1.0: 2194},\n",
      " 'Pleural_Thickening': {0.0: 60039, 1.0: 2076},\n",
      " 'Pneumonia': {0.0: 60064, 1.0: 2051},\n",
      " 'Pneumothorax': {0.0: 62017, 1.0: 98}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PC_Dataset num_samples=62115"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.PC_Dataset(imgpath=\"/lustre04/scratch/cohenjos/PC/images-224\", views=[\"PA\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 2852, 1.0: 272},\n",
      " 'Cardiomegaly': {0.0: 2835, 1.0: 289},\n",
      " 'Consolidation': {0.0: 3014, 1.0: 110},\n",
      " 'Edema': {0.0: 2993, 1.0: 131},\n",
      " 'Effusion': {0.0: 2804, 1.0: 320},\n",
      " 'Emphysema': {0.0: 3093, 1.0: 31},\n",
      " 'Fibrosis': {0.0: 3116, 1.0: 8},\n",
      " 'Fracture': {0.0: 3054, 1.0: 70},\n",
      " 'Hernia': {0.0: 3084, 1.0: 40},\n",
      " 'Infiltration': {0.0: 2276, 1.0: 848},\n",
      " 'Mass': {0.0: 3100, 1.0: 24},\n",
      " 'Nodule': {0.0: 3026, 1.0: 98},\n",
      " 'Pleural_Thickening': {0.0: 3089, 1.0: 35},\n",
      " 'Pneumonia': {0.0: 2768, 1.0: 356},\n",
      " 'Pneumothorax': {0.0: 3094, 1.0: 30}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PC_Dataset num_samples=3124"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.PC_Dataset(imgpath=\"/lustre04/scratch/cohenjos/PC/images-224\", views=[\"AP\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 6286, 1.0: 791},\n",
      " 'Cardiomegaly': {0.0: 6424, 1.0: 653},\n",
      " 'Consolidation': {0.0: 6816, 1.0: 261},\n",
      " 'Edema': {0.0: 6703, 1.0: 374},\n",
      " 'Effusion': {0.0: 5885, 1.0: 1192},\n",
      " 'Emphysema': {0.0: 7016, 1.0: 61},\n",
      " 'Fibrosis': {0.0: 7057, 1.0: 20},\n",
      " 'Fracture': {0.0: 6908, 1.0: 169},\n",
      " 'Hernia': {0.0: 7021, 1.0: 56},\n",
      " 'Infiltration': {0.0: 4965, 1.0: 2112},\n",
      " 'Mass': {0.0: 7024, 1.0: 53},\n",
      " 'Nodule': {0.0: 6970, 1.0: 107},\n",
      " 'Pleural_Thickening': {0.0: 7000, 1.0: 77},\n",
      " 'Pneumonia': {0.0: 6472, 1.0: 605},\n",
      " 'Pneumothorax': {0.0: 7012, 1.0: 65}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PC_Dataset num_samples=7077"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.PC_Dataset(imgpath=\"/lustre04/scratch/cohenjos/PC/images-224\", views=[\"AP Supine\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 5007, 1.0: 2460},\n",
      " 'Cardiomegaly': {0.0: 6500, 1.0: 2117},\n",
      " 'Consolidation': {0.0: 8826, 1.0: 1125},\n",
      " 'Edema': {0.0: 7576, 1.0: 1330},\n",
      " 'Effusion': {0.0: 9272, 1.0: 5206},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 7694, 1.0: 1100},\n",
      " 'Fracture': {0.0: 5092, 1.0: 1115},\n",
      " 'Lung Lesion': {0.0: 5158, 1.0: 1655},\n",
      " 'Lung Opacity': {0.0: 5544, 1.0: 7006},\n",
      " 'Pleural Other': {0.0: 4935, 1.0: 782},\n",
      " 'Pneumonia': {0.0: 5247, 1.0: 992},\n",
      " 'Pneumothorax': {0.0: 9208, 1.0: 1060},\n",
      " 'Support Devices': {0.0: 5334, 1.0: 4375}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CheX_Dataset num_samples=20543 views=['PA']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.CheX_Dataset(imgpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small\",\n",
    "                          csvpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small/train.csv\",\n",
    "                          views=[\"PA\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 9846, 1.0: 11643},\n",
      " 'Cardiomegaly': {0.0: 12083, 1.0: 8284},\n",
      " 'Consolidation': {0.0: 14986, 1.0: 4956},\n",
      " 'Edema': {0.0: 14209, 1.0: 15117},\n",
      " 'Effusion': {0.0: 15831, 1.0: 19349},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 13818, 1.0: 4577},\n",
      " 'Fracture': {0.0: 10391, 1.0: 3463},\n",
      " 'Lung Lesion': {0.0: 9791, 1.0: 3110},\n",
      " 'Lung Opacity': {0.0: 10794, 1.0: 28183},\n",
      " 'Pleural Other': {0.0: 9673, 1.0: 975},\n",
      " 'Pneumonia': {0.0: 10107, 1.0: 2064},\n",
      " 'Pneumothorax': {0.0: 25821, 1.0: 4239},\n",
      " 'Support Devices': {0.0: 11090, 1.0: 24931}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "CheX_Dataset num_samples=53359 views=['AP']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.CheX_Dataset(imgpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small\",\n",
    "                          csvpath=\"/lustre03/project/6008064/jpcohen/chexpert/CheXpert-v1.0-small/train.csv\",\n",
    "                          views=[\"AP\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Fracture': {0.0: 782, 1.0: 28},\n",
      " 'Lung Opacity': {0.0: 589, 1.0: 221},\n",
      " 'Nodule or mass': {0.0: 689, 1.0: 121},\n",
      " 'Pneumothorax': {0.0: 764, 1.0: 46}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Google_Dataset num_samples=810 views=['PA']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.NIH_Google_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\", views=[\"PA\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Fracture': {0.0: 1070, 1.0: 39},\n",
      " 'Lung Opacity': {0.0: 595, 1.0: 514},\n",
      " 'Nodule or mass': {0.0: 961, 1.0: 148},\n",
      " 'Pneumothorax': {0.0: 1061, 1.0: 48}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "NIH_Google_Dataset num_samples=1109 views=['AP']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.NIH_Google_Dataset(imgpath=\"/lustre04/scratch/cohenjos/NIH/images-224\", views=[\"AP\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 30954, 1.0: 4077},\n",
      " 'Cardiomegaly': {0.0: 32312, 1.0: 3743},\n",
      " 'Consolidation': {0.0: 32297, 1.0: 816},\n",
      " 'Edema': {0.0: 33610, 1.0: 1157},\n",
      " 'Effusion': {0.0: 33401, 1.0: 3713},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 31505, 1.0: 692},\n",
      " 'Fracture': {0.0: 30961, 1.0: 972},\n",
      " 'Lung Lesion': {0.0: 31033, 1.0: 1321},\n",
      " 'Lung Opacity': {0.0: 31175, 1.0: 5426},\n",
      " 'Pleural Other': {0.0: 30869, 1.0: 465},\n",
      " 'Pneumonia': {0.0: 33347, 1.0: 2176},\n",
      " 'Pneumothorax': {0.0: 33651, 1.0: 560},\n",
      " 'Support Devices': {0.0: 31152, 1.0: 1970}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MIMIC_Dataset num_samples=45628 views=['PA']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.MIMIC_Dataset(\n",
    "          imgpath=\"/lustre04/scratch/cohenjos/MIMIC/images-224/files\",\n",
    "          csvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-chexpert.csv.gz\",\n",
    "          metacsvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-metadata.csv.gz\", \n",
    "          views=[\"PA\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Atelectasis': {0.0: 17271, 1.0: 6792},\n",
      " 'Cardiomegaly': {0.0: 18850, 1.0: 6759},\n",
      " 'Consolidation': {0.0: 18610, 1.0: 1957},\n",
      " 'Edema': {0.0: 20380, 1.0: 3647},\n",
      " 'Effusion': {0.0: 20541, 1.0: 5572},\n",
      " 'Enlarged Cardiomediastinum': {0.0: 17823, 1.0: 1524},\n",
      " 'Fracture': {0.0: 17231, 1.0: 968},\n",
      " 'Lung Lesion': {0.0: 17179, 1.0: 1172},\n",
      " 'Lung Opacity': {0.0: 17458, 1.0: 7761},\n",
      " 'Pleural Other': {0.0: 17107, 1.0: 325},\n",
      " 'Pneumonia': {0.0: 19519, 1.0: 2402},\n",
      " 'Pneumothorax': {0.0: 23316, 1.0: 974},\n",
      " 'Support Devices': {0.0: 17458, 1.0: 5982}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "MIMIC_Dataset num_samples=33501 views=['AP']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.MIMIC_Dataset(\n",
    "          imgpath=\"/lustre04/scratch/cohenjos/MIMIC/images-224/files\",\n",
    "          csvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-chexpert.csv.gz\",\n",
    "          metacsvpath=\"/lustre03/project/6008064/jpcohen/MIMICCXR-2.0/mimic-cxr-2.0.0-metadata.csv.gz\", \n",
    "          views=[\"AP\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Lung Opacity': {0.0: 13163, 1.0: 1767}, 'Pneumonia': {0.0: 13163, 1.0: 1767}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Kaggle_Dataset num_samples=14930 views=['PA']"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.Kaggle_Dataset(\n",
    "    imgpath=\"/lustre03/project/6008064/jpcohen/kaggle-pneumonia/stage_2_train_images_jpg\", views=[\"PA\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Lung Opacity': {0.0: 7509, 1.0: 7788}, 'Pneumonia': {0.0: 7509, 1.0: 7788}}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Kaggle_Dataset num_samples=15297 views=['AP']"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xrv.datasets.Kaggle_Dataset(\n",
    "    imgpath=\"/lustre03/project/6008064/jpcohen/kaggle-pneumonia/stage_2_train_images_jpg\", views=[\"AP\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for view in [\"PA\", \"AP\"]:\n",
    "    d = xrv.datasets.Kaggle_Dataset(\n",
    "        imgpath=\"/lustre03/project/6008064/jpcohen/kaggle-pneumonia/stage_2_train_images_jpg\", views=[view])\n",
    "    imgs = []\n",
    "    for i in range(1000):\n",
    "        imgs.append(d[i][\"img\"][0])\n",
    "\n",
    "    plt.imshow(np.mean(imgs,axis=0), cmap=\"Greys_r\");\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "transform = torchvision.transforms.Compose([xrv.datasets.XRayCenterCrop(),\n",
    "                                            xrv.datasets.XRayResizer(500)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for view in [\"PA\", \"AP\", \"AP Supine\"]:\n",
    "    d = xrv.datasets.PC_Dataset(imgpath=\"/lustre03/project/6008064/jpcohen/PADCHEST_SJ/images\", \n",
    "                                views=[view],\n",
    "                                transform=transform)\n",
    "    imgs = []\n",
    "    for i in range(1000):\n",
    "        imgs.append(d[i][\"img\"][0])\n",
    "\n",
    "    plt.imshow(np.mean(imgs,axis=0), cmap=\"Greys_r\");\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7",
   "language": "python",
   "name": "python3.7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
